{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.is_available()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.utils.data as Data\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "LR=0.01\n",
    "BATCH_SIZE=32\n",
    "EPOCH=12\n",
    "\n",
    "x=torch.unsqueeze(torch.linspace(-1,1,1000),dim=1)\n",
    "y=x.pow(2)+0.1*torch.normal(torch.zeros(x.size()))\n",
    "\n",
    "torch_dataset=Data.TensorDataset(x,y)\n",
    "loader=Data.DataLoader(dataset=torch_dataset,batch_size=BATCH_SIZE,shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Net,self).__init__()\n",
    "        self.hidden=torch.nn.Linear(1,20)\n",
    "        self.predict=torch.nn.Linear(20,1)\n",
    "        \n",
    "    def forward(self,x):\n",
    "        x=F.relu(self.hidden(x))\n",
    "        x=self.predict(x)\n",
    "        return x\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "net_SGD=Net()\n",
    "net_Momentum=Net()\n",
    "net_RMSProp=Net()\n",
    "net_Adam=Net()\n",
    "\n",
    "nets=[net_SGD,net_Momentum,net_RMSProp,net_Adam]\n",
    "\n",
    "opt_SGD=torch.optim.SGD(net_SGD.parameters(),lr=LR)\n",
    "opt_Momentum=torch.optim.SGD(net_Momentum.parameters(),lr=LR,momentum=0.9)\n",
    "opt_RMSProp=torch.optim.RMSprop(net_RMSProp.parameters(),lr=LR,alpha=0.9)\n",
    "opt_Adam=torch.optim.Adam(net_Adam.parameters(),lr=LR,betas=(0.9,0.99))\n",
    "optimizers=[opt_SGD,opt_Momentum,opt_RMSProp,opt_Adam]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_func=torch.nn.MSELoss()\n",
    "loss_his=[[],[],[],[]]\n",
    "for epoch in range(EPOCH):\n",
    "    for step,(batch_x,batch_y) in enumerate(loader):\n",
    "        for net,opt,l_his in zip(nets,optimizers,loss_his):\n",
    "            output=net(batch_x)\n",
    "            loss=loss_func(output,batch_y)\n",
    "            opt.zero_grad()\n",
    "            loss.backward()\n",
    "            opt.step()\n",
    "            l_his.append(loss.data.numpy())\n",
    "            \n",
    "labels=['SGD','Momentum','RMSProp','Adam']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i,l_his in enumerate(loss_his):\n",
    "    plt.plot(l_his,label=labels[i])\n",
    "plt.legend()\n",
    "plt.ylim((0,0.2))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
